高级搜索

留言板

尊敬的读者、作者、审稿人, 关于本刊的投稿、审稿、编辑和出版的任何问题, 您可以本页添加留言。我们将尽快给您答复。谢谢您的支持!

姓名
邮箱
手机号码
标题
留言内容
验证码

DNA存储文件系统研究进展

昝乡镇 姚翔宇 许鹏 鲍振申 李先彬 李晓焱 刘文斌

昝乡镇, 姚翔宇, 许鹏, 鲍振申, 李先彬, 李晓焱, 刘文斌. DNA存储文件系统研究进展[J]. 电子与信息学报, 2023, 45(6): 1911-1920. doi: 10.11999/JEIT220561
引用本文: 昝乡镇, 姚翔宇, 许鹏, 鲍振申, 李先彬, 李晓焱, 刘文斌. DNA存储文件系统研究进展[J]. 电子与信息学报, 2023, 45(6): 1911-1920. doi: 10.11999/JEIT220561
ZAN Xiangzhen, YAO Xiangyu, XU Peng, BAO Zhenshen, LI Xianbin, LI Xiaoyan, LIU Wenbin. A Survey on File Architecture in DNA Storage[J]. Journal of Electronics & Information Technology, 2023, 45(6): 1911-1920. doi: 10.11999/JEIT220561
Citation: ZAN Xiangzhen, YAO Xiangyu, XU Peng, BAO Zhenshen, LI Xianbin, LI Xiaoyan, LIU Wenbin. A Survey on File Architecture in DNA Storage[J]. Journal of Electronics & Information Technology, 2023, 45(6): 1911-1920. doi: 10.11999/JEIT220561

DNA存储文件系统研究进展

doi: 10.11999/JEIT220561
基金项目: 国家自然科学基金(62072128, 62002079, 62102104),榆林市科技局项目(CXY-2020-007)
详细信息
    作者简介:

    昝乡镇:男,博士生,研究方向为DNA存储、生物信息学

    姚翔宇:男,硕士生,研究方向为DNA存储、生物信息学

    许鹏:男,副教授,研究方向为DNA存储、生物信息学

    鲍振申:男,博士,研究方向为DNA存储、生物信息学

    李先彬:男,博士,研究方向为DNA存储、生物信息学

    李晓焱:女,副教授,研究方向为DNA存储、几何函数论

    刘文斌:男,教授,研究方向为DNA存储、生物信息学

    通讯作者:

    刘文斌 wbliu6910@gzhu.edu.cn

  • 中图分类号: TN911

A Survey on File Architecture in DNA Storage

Funds: The National Natural Science Foundation of China (62072128, 62002079, 62102104), Yulin Science and Technology Bureau Project (CXY-2020-007)
  • 摘要: DNA存储因具有密度大、保存时间长及维护成本低等优点,为解决海量数据的存储和应用难题提供了“破局”可能。面对大规模数据应用场景,DNA存储必须要解决如何组织、访问和操作数据文件等问题—即文件系统设计问题。该文首先结合计算机文件系统模型,给出了未来DNA存储文件系统模型及具备的特点;然后,系统性综述了DNA存储文件系统研究进展;最后,对未来DNA存储文件系统研究进行了展望。
  • 图  1  DNA存储政府战略规划与重要研究进展

    图  2  计算机文件系统与DNA存储文件系统模型

    图  3  引物数量与文件数量的关系

    图  4  脱水DNA斑点共享地址系统

    图  5  用于DNA存储的主流DNA编辑技术

    表  1  5种特异性PCR扩增引物设计方法性能比较

    引物设计方法方法记号文件数量(m个引物)扩增技术目标文件检索率(%)
    1正向,1反向[7, 11-13]M1$m/2$传统PCR99
    1正向,1通用[14]M2$m - 1$传统PCR99
    1正向,1反向(组合)[11]M3${(m/2)^2}$传统PCR99
    2正向,1通用[10]M4-1${m^2} - 3m + 2$巢氏PCR81
    3正向,1通用[10]M4-2${m^3} - 6{m^2} + 11m - 6$巢氏PCR,磁珠分离,生物素97
    2正向,2反向[9]M5${(m/{\text{4}})^{\text{4}}}$巢氏PCRN/A
    下载: 导出CSV

    表  2  物理排列DNA分子存储方法比较

    参考文献技术特点存储容量目标文件检索率(%)
    Newman等人[15]脱水斑点+数字微流控1 TB/斑点66
    Antkowiak等人[16]二氧化硅包裹脱水斑点+数字微流控23.5 TB/斑点99
    陈为刚等人[14]基于数据块的多个合成池存储3 MB99
    Banal等人[17]单链DNA条形码标记的硅胶胶囊0.1 kB/胶囊60~95
    下载: 导出CSV

    表  3  分子特异性杂交方法性能比较

    参考文献技术特点目标文件检索率(%)
    Lin等人[19]T7启动子和单链悬垂构成的DNA分子99
    Banal等人[17]单链DNA条形码标记的硅胶胶囊60~95
    Bee等人[20]基于图片特征向量的分子杂交搜索96
    下载: 导出CSV

    表  4  代表性数据纠错方法性能比较

    参考文献纠错方法总体逻辑密度
    (包含引物或载体骨架)(bit/nt)
    最大容忍错误率(%)测序深度
    Bornholt 等人[39]连续两序列异或生成冗余序列0.57<0.140×
    Erlich 等人[27]DNA喷泉码1.180.1510.5×
    Grass 等人[42]RS码0.832372×
    Antkowiak 等人[44]多序列比对+RS码0.815120×
    Lenz 等人[53]级联码+LDPC码0.51820×
    Press 等人[51]哈希+RS码0.53
    Song 等人[52]图路径搜索1.510100×
    Zan 等人[56]调制序列相似性纠错1.040100×
    下载: 导出CSV

    表  5  DNA存储数据加密方法性能比较

    参考文献技术特点生物困难鲁棒性加密数据规模密钥空间
    Yang 等人[57]一次一密+DNA链置换异或操纵DNA链置换异或操纵$C_{{{\text{4}}^{{\text{25}}}} \times {\text{1000}}}^{{\text{2000}}}$
    Zakeri等人[58]一代测序、色谱分析、数据隐藏DNA分子数据隐藏9.1×1061
    Zhang 等人[8]DNA折纸DNA分子自组装2702
    Grass 等人[60]AES加密+STR密钥编码个体识别STR密钥2132
    Peng 等人[59]混沌序列+DNA动态编码+DNA分子接头设计DNA分子接头设计33×564×2247
    下载: 导出CSV
  • [1] ZHIRNOV V, ZADEGAN R M, SANDHU G S, et al. Nucleic acid memory[J]. Nature Materials, 2016, 15(4): 366–370. doi: 10.1038/nmat4594
    [2] 沈鹏, 李颢, 孙清江, 等. DNA存储技术[J]. 生命科学仪器, 2020, 18(2): 3–13,39. doi: 10.11967/2020180401

    SHEN Peng, LI Hao, SUN Qingjiang, et al. Advance of data storage using DNA[J]. Life Science Instruments, 2020, 18(2): 3–13,39. doi: 10.11967/2020180401
    [3] PANDA D, MOLLA K A, BAIG M J, et al. DNA as a digital information storage device: Hope or hype?[J]. 3 Biotech, 2018, 8(5): 239. doi: 10.1007/s13205-018-1246-7
    [4] 许鹏, 方刚, 石晓龙, 等. DNA存储及其研究进展[J]. 电子与信息学报, 2020, 42(6): 1326–1331. doi: 10.11999/JEIT190863

    XU Peng, FANG Gang, SHI Xiaolong, et al. DNA storage and its research progress[J]. Journal of Electronics &Information Technology, 2020, 42(6): 1326–1331. doi: 10.11999/JEIT190863
    [5] CEZE L, NIVALA J, and STRAUSS K. Molecular digital data storage using DNA[J]. Nature Reviews Genetics, 2019, 20(8): 456–466. doi: 10.1038/s41576-019-0125-3
    [6] CHURCH G M, GAO Yuan, and KOSURI S. Next-generation digital information storage in DNA[J]. Science, 2012, 337(6102): 1628. doi: 10.1126/science.1226355
    [7] ORGANICK L, ANG S D, CHEN Y J, et al. Random access in large-scale DNA data storage[J]. Nature Biotechnology, 2018, 36(3): 242–248. doi: 10.1038/nbt.4079
    [8] ZHANG Yinan, WANG Fei, CHAO Jie, et al. DNA origami cryptography for secure communication[J]. Nature Communications, 2019, 10(1): 5469. doi: 10.1038/s41467-019-13517-3
    [9] SONG Xin, SHAH S, and REIF J. Multidimensional data organization and random access in large-scale DNA storage systems[J]. Theoretical Computer Science, 2021, 894: 190–202. doi: 10.1016/j.tcs.2021.09.021
    [10] TOMEK K J, VOLKEL K, SIMPSON A, et al. Driving the scalability of DNA-based information storage systems[J]. ACS Synthetic Biology, 2019, 8(6): 1241–1248. doi: 10.1021/acssynbio.9b00100
    [11] WINSTON C, ORGANICK L, WARD D, et al. Combinatorial PCR method for efficient, selective oligo retrieval from complex oligo pools[J]. ACS Synthetic Biology, 2022, 11(5): 1727–1734. doi: 10.1021/acssynbio.1c00482
    [12] YAZDI S M H T, YUAN Yongbo, MA Jian, et al. A rewritable, random-access DNA-based storage system[J]. Scientific Reports, 2015, 5(1): 14138. doi: 10.1038/srep14138
    [13] YAZDI S M H T, GABRYS R, and MILENKOVIC O. Portable and error-free DNA-based data storage[J]. Scientific Reports, 2017, 7(1): 5011. doi: 10.1038/s41598-017-05188-1
    [14] 陈为刚, 黄刚, 李炳志, 等. 音视频文件的DNA信息存储[J]. 中国科学:生命科学, 2020, 50(1): 81–85. doi: 10.1360/ssv-2019-0211

    CHEN Weigang, HUANG Gang, LI Bingzhi, et al. DNA information storage for audio and video files[J]. Scientia Sinica Vitae, 2020, 50(1): 81–85. doi: 10.1360/ssv-2019-0211
    [15] NEWMAN S, STEPHENSON A P, WILLSEY M, et al. High density DNA data storage library via dehydration with digital microfluidic retrieval[J]. Nature Communications, 2019, 10(1): 1706. doi: 10.1038/s41467-019-09517-y
    [16] ANTKOWIAK P L, KOCH J, NGUYEN B H, et al. Integrating DNA encapsulates and digital microfluidics for automated data storage in DNA[J]. Small, 2022, 18(15): 2107381. doi: 10.1002/smll.202107381
    [17] BANAL J L, SHEPHERD T R, BERLEANT J, et al. Random access DNA memory using Boolean search in an archival file storage system[J]. Nature Materials, 2021, 20(9): 1272–1280. doi: 10.1038/s41563-021-01021-3
    [18] YAMAMOTO M, KASHIWAMURA S, OHUCHI A, et al. Large-scale DNA memory based on the nested PCR[J]. Natural Computing, 2008, 7(3): 335–346. doi: 10.1007/s11047-008-9076-x
    [19] LIN K N, VOLKEL K, TUCK J M, et al. Dynamic and scalable DNA-based information storage[J]. Nature Communications, 2020, 11(1): 2981. doi: 10.1038/s41467-020-16797-2
    [20] BEE C, CHEN Y J, QUEEN M, et al. Molecular-level similarity search brings computing to DNA data storage[J]. Nature Communications, 2021, 12(1): 4764. doi: 10.1038/s41467-021-24991-z
    [21] TOMEK K J, VOLKEL K, INDERMAUR E W, et al. Promiscuous molecules for smarter file operations in DNA-based data storage[J]. Nature Communications, 2021, 12(1): 3518. doi: 10.1038/s41467-021-23669-w
    [22] HAO Min, QIAO Hongyan, GAO Yanmin, et al. A mixed culture of bacterial cells enables an economic DNA storage on a large scale[J]. Communications Biology, 2020, 3: 416. doi: 10.1038/s42003-020-01141-7
    [23] ZHANG Yi, KONG Linlin, WANG Fei, et al. Information stored in nanoscale: Encoding data in a single DNA strand with Base64[J]. Nano Today, 2020, 33: 100871. doi: 10.1016/j.nantod.2020.100871
    [24] LEE U J, HWANG S, KIM K E, et al. DNA data storage in Perl[J]. Biotechnology and Bioprocess Engineering, 2020, 25(4): 607–615. doi: 10.1007/s12257-020-0022-9
    [25] SHIPMAN S L, NIVALA J, MACKLIS J D, et al. CRISPR–Cas encoding of a digital movie into the genomes of a population of living bacteria[J]. Nature, 2017, 547(7663): 345–349. doi: 10.1038/nature23017
    [26] CHEN Y J, TAKAHASHI C N, ORGANICK L, et al. Quantifying molecular bias in DNA data storage[J]. Nature Communications, 2020, 11(1): 3264. doi: 10.1038/s41467-020-16958-3
    [27] ERLICH Y and ZIELINSKI D. DNA Fountain enables a robust and efficient storage architecture[J]. Science, 2017, 355(6328): 950–954. doi: 10.1126/science.aaj2038
    [28] GAO Yanmin, CHEN Xin, QIAO Hongyan, et al. Low-bias manipulation of DNA oligo pool for robust data storage[J]. ACS Synthetic Biology, 2020, 9(12): 3344–3352. doi: 10.1021/acssynbio.0c00419
    [29] CHEN Weigang, HAN Mingzhe, ZHOU Jianting, et al. An artificial chromosome for data storage[J]. National Science Review, 2021, 8(5): 62–70. doi: 10.1093/nsr/nwab028
    [30] 郜艳敏, 唐梦童, 刘倩, 等. DNA信息存储中关键生化方法的研究[J]. 合成生物学, 2021, 2(3): 384–398. doi: 10.12211/2096-8280.2020-085

    GAO Yanmin, TANG Mengtong, LIU Qian, et al. The pivotal biochemical methods in DNA data storage[J]. Synthetic Biology Journal, 2021, 2(3): 384–398. doi: 10.12211/2096-8280.2020-085
    [31] MAKAROVA K S, GRISHIN N V, SHABALINA S A, et al. A putative RNA-interference-based immune system in prokaryotes: Computational analysis of the predicted enzymatic machinery, functional analogies with eukaryotic RNAi, and hypothetical mechanisms of action[J]. Biology Direct, 2006, 1: 7. doi: 10.1186/1745-6150-1-7
    [32] BRYKSIN A V and MATSUMURA I. Overlap extension PCR cloning: A simple and reliable way to create recombinant plasmids[J]. Biotechniques, 2010, 48(6): 463–464. doi: 10.2144/000113418
    [33] SETLOW J K and SETLOW R B. Nature of the photoreactivable ultra-violet lesion in deoxyribonucleic acid[J]. Nature, 1963, 197(4867): 560–562. doi: 10.1038/197560a0
    [34] OLIVIER M, AGGARWAL A, ALLEN J, et al. A high-resolution radiation hybrid map of the human genome draft sequence[J]. Science, 2001, 291(5507): 1298–1302. doi: 10.1126/science.1057437
    [35] HEYROVSKA R. New insight into DNA damage by cisplatin at the atomic scale[J/OL]. Nature Precedings, 2012.
    [36] KIM J, BAE J H, BAYM M, et al. Metastable hybridization-based DNA information storage to allow rapid and permanent erasure[J]. Nature Communications, 2020, 11(1): 5008. doi: 10.1038/s41467-020-18842-6
    [37] 昝乡镇, 姚翔宇, 许鹏, 等. DNA存储中的纠错方法综述[J]. 广州大学学报(自然科学版), 2021, 20(2): 13–22. doi: 10.3969/j.issn.1671-4229.2021.02.002

    ZAN Xiangzhen, YAO Xiangyu, XU Peng, et al. A survey on error correcting algorithms in DNA storage[J]. Journal of Guangzhou University (Natural Science Edition), 2021, 20(2): 13–22. doi: 10.3969/j.issn.1671-4229.2021.02.002
    [38] HECKEL R, MIKUTIS G, and GRASS R N. A characterization of the DNA data storage channel[J]. Scientific Reports, 2018, 9: 9663. doi: 10.1038/s41598-019-45832-6
    [39] BORNHOLT J, LOPEZ R, CARMEAN D M, et al. Toward a DNA-based archival storage system[J]. IEEE Micro, 2017, 37(3): 98–104. doi: 10.1109/MM.2017.70
    [40] WANG Yixin, NOOR-A-RAHIM M, ZHANG Jingyun, et al. High capacity DNA data storage with variable-length Oligonucleotides using repeat accumulate code and hybrid mapping[J]. Journal of Biological Engineering, 2019, 13: 89. doi: 10.1186/s13036-019-0211-2
    [41] MEISER L C, ANTKOWIAK P L, KOCH J, et al. Reading and writing digital data in DNA[J]. Nature Protocols, 2019, 15(1): 86–101. doi: 10.1038/s41596-019-0244-5
    [42] GRASS R N, HECKEL R, PUDDU M, et al. Robust chemical preservation of digital information on DNA in silica with error‐correcting codes[J]. Angewandte Chemie International Edition, 2015, 54(8): 2552–2555. doi: 10.1002/anie.201411378
    [43] GOLDMAN N, BERTONE P, CHEN Siyuan, et al. Towards practical, high-capacity, low-maintenance information storage in synthesized DNA[J]. Nature, 2013, 494(7435): 77–80. doi: 10.1038/nature11875
    [44] ANTKOWIAK P L, LIETARD J, DARESTANI M Z, et al. Low cost DNA data storage using photolithographic synthesis and advanced information reconstruction and error correction[J]. Nature Communications, 2020, 11(1): 5345. doi: 10.1038/s41467-020-19148-3
    [45] 陈为刚, 葛奇, 王盼盼, 等. 细胞内大片段DNA数据存储的多RS码交织编码[J]. 合成生物学, 2021, 2(3): 428–443. doi: 10.12211/2096-8280.2020-023

    CHEN Weigang, GE Qi, WANG Panpan, et al. Multiple interleaved RS codes for data storage using up to Mb-scale synthetic DNA in living cells[J]. Synthetic Biology Journal, 2021, 2(3): 428–443. doi: 10.12211/2096-8280.2020-023
    [46] ZHANG Shufang and PENG Kang. DNA information storage technology based on raptor code[J]. Laser & Optoelectronics Progress, 2020, 57(15): 151701. doi: 10.3788/Lop57.151701
    [47] CHEN Weigang, WANG Lixia, HAN Mingzhe, et al. Sequencing barcode construction and identification methods based on block error-correction codes[J]. Science China Life Sciences, 2020, 63(10): 1580–1592. doi: 10.1007/s11427-019-1651-3
    [48] BLAWAT M, GAEDKE K, HÜTTER I, et al. Forward error correction for DNA data storage[J]. Procedia Computer Science, 2016, 80: 1011–1022. doi: 10.1016/j.procs.2016.05.398
    [49] DENG Li, WANG Yixin, NOOR-A-RAHIM M, et al. Optimized code design for constrained DNA data storage with asymmetric errors[J]. IEEE Access, 2019, 7: 84107–84121. doi: 10.1109/Access.2019.2924827
    [50] XUE Tianbo and LAU F C M. Notice of violation of IEEE publication principles: Construction of GC-balanced DNA with deletion/insertion/mutation error correction for DNA storage system[J]. IEEE Access, 2020, 8: 140972–140980. doi: 10.1109/Access.2020.3012688
    [51] PRESS W H, HAWKINS J A, JONES S K JR, et al. HEDGES error-correcting code for DNA storage corrects indels and allows sequence constraints[J]. Proceedings of the National Academy of Sciences of the United States of America, 2020, 117(31): 18489–18496. doi: 10.1073/pnas.2004821117
    [52] SONG Lifu, GENG Feng, GONG Ziyi, et al. Super-robust data storage in DNA by de Bruijn graph-based decoding[Z]. bioRxiv, 2020.
    [53] LENZ A, MAAROUF I, WELTER L, et al. Concatenated codes for recovery from multiple reads of DNA sequences[C]. 2020 IEEE Information Theory Workshop (ITW), Riva del Garda, Italy, 2020.
    [54] DAVEY M C and MACKAY D J C. Reliable communication over channels with insertions, deletions, and substitutions[J]. IEEE Transactions on Information Theory, 2001, 47(2): 687–698. doi: 10.1109/18.910582
    [55] ZAN Xiangzhen, YAO Xiangyu, XU Peng, et al. A hierarchical error correction strategy for text DNA storage[J]. Interdisciplinary Sciences:Computational Life Sciences, 2022, 14(1): 141–150. doi: 10.1007/s12539-021-00476-x
    [56] ZAN Xiangzhen, XIE Ranze, YAO Xiangyu, et al. A robust and efficient DNA storage architecture based on modulation encoding and decoding[Z]. bioRxiv, 2022.
    [57] YANG Jing, MA Jingjing, LIU Shi, et al. A molecular cryptography model based on structures of DNA self-assembly[J]. Chinese Science Bulletin, 2014, 59(11): 1192–1198. doi: 10.1007/s11434-014-0170-4
    [58] ZAKERI B, CARR P A, and LU T K. Multiplexed sequence encoding: A framework for DNA communication[J]. PLoS One, 2016, 11(4): e0152774. doi: 10.1371/journal.pone.0152774
    [59] PENG Weiping, CUI Shuang, and SONG Cheng. One-time-pad cipher algorithm based on confusion mapping and DNA storage technology[J]. PLoS One, 2021, 16(1): e0245506. doi: 10.1371/journal.pone.0245506
    [60] GRASS R N, HECKEL R, DESSIMOZ C, et al. Genomic encryption of digital data stored in synthetic DNA[J]. Angewandte Chemie International Edition, 2020, 59(22): 8476–8480. doi: 10.1002/anie.202001162
  • 加载中
图(5) / 表(5)
计量
  • 文章访问数:  1048
  • HTML全文浏览量:  689
  • PDF下载量:  289
  • 被引次数: 0
出版历程
  • 收稿日期:  2022-05-07
  • 修回日期:  2022-08-23
  • 录用日期:  2022-08-25
  • 网络出版日期:  2022-08-29
  • 刊出日期:  2023-06-10

目录

    /

    返回文章
    返回